|
a |
|
b/WESAD/WESAD_Data.ipynb |
|
|
1 |
{ |
|
|
2 |
"cells": [ |
|
|
3 |
{ |
|
|
4 |
"cell_type": "markdown", |
|
|
5 |
"metadata": {}, |
|
|
6 |
"source": [ |
|
|
7 |
"# Exploratory Data Analysis for WESAD" |
|
|
8 |
] |
|
|
9 |
}, |
|
|
10 |
{ |
|
|
11 |
"cell_type": "markdown", |
|
|
12 |
"metadata": {}, |
|
|
13 |
"source": [ |
|
|
14 |
"## Adaptive GPU Usage" |
|
|
15 |
] |
|
|
16 |
}, |
|
|
17 |
{ |
|
|
18 |
"cell_type": "code", |
|
|
19 |
"execution_count": 1, |
|
|
20 |
"metadata": { |
|
|
21 |
"ExecuteTime": { |
|
|
22 |
"end_time": "2019-06-17T20:16:24.725133Z", |
|
|
23 |
"start_time": "2019-06-17T20:16:23.338233Z" |
|
|
24 |
} |
|
|
25 |
}, |
|
|
26 |
"outputs": [ |
|
|
27 |
{ |
|
|
28 |
"name": "stderr", |
|
|
29 |
"output_type": "stream", |
|
|
30 |
"text": [ |
|
|
31 |
"Using TensorFlow backend.\n" |
|
|
32 |
] |
|
|
33 |
} |
|
|
34 |
], |
|
|
35 |
"source": [ |
|
|
36 |
"#This code is for adaptive GPU usage\n", |
|
|
37 |
"import keras.backend as K\n", |
|
|
38 |
"cfg = K.tf.ConfigProto()\n", |
|
|
39 |
"cfg.gpu_options.allow_growth = True\n", |
|
|
40 |
"K.set_session(K.tf.Session(config=cfg))" |
|
|
41 |
] |
|
|
42 |
}, |
|
|
43 |
{ |
|
|
44 |
"cell_type": "markdown", |
|
|
45 |
"metadata": {}, |
|
|
46 |
"source": [ |
|
|
47 |
"## Imports" |
|
|
48 |
] |
|
|
49 |
}, |
|
|
50 |
{ |
|
|
51 |
"cell_type": "code", |
|
|
52 |
"execution_count": 2, |
|
|
53 |
"metadata": { |
|
|
54 |
"ExecuteTime": { |
|
|
55 |
"end_time": "2019-06-17T20:16:24.889885Z", |
|
|
56 |
"start_time": "2019-06-17T20:16:24.729192Z" |
|
|
57 |
} |
|
|
58 |
}, |
|
|
59 |
"outputs": [], |
|
|
60 |
"source": [ |
|
|
61 |
"import pandas as pd\n", |
|
|
62 |
"import numpy as np\n", |
|
|
63 |
"import pickle\n", |
|
|
64 |
"import matplotlib\n", |
|
|
65 |
"import matplotlib.pyplot as plt" |
|
|
66 |
] |
|
|
67 |
}, |
|
|
68 |
{ |
|
|
69 |
"cell_type": "markdown", |
|
|
70 |
"metadata": {}, |
|
|
71 |
"source": [ |
|
|
72 |
"## Load Files" |
|
|
73 |
] |
|
|
74 |
}, |
|
|
75 |
{ |
|
|
76 |
"cell_type": "code", |
|
|
77 |
"execution_count": 3, |
|
|
78 |
"metadata": { |
|
|
79 |
"ExecuteTime": { |
|
|
80 |
"end_time": "2019-06-17T20:16:31.560944Z", |
|
|
81 |
"start_time": "2019-06-17T20:16:26.974916Z" |
|
|
82 |
} |
|
|
83 |
}, |
|
|
84 |
"outputs": [], |
|
|
85 |
"source": [ |
|
|
86 |
"f = open('S2.pkl', 'rb')\n", |
|
|
87 |
"temp = pickle._Unpickler(f)\n", |
|
|
88 |
"temp.encoding = 'latin1'\n", |
|
|
89 |
"pkl_dict = temp.load()\n", |
|
|
90 |
"f.close()" |
|
|
91 |
] |
|
|
92 |
}, |
|
|
93 |
{ |
|
|
94 |
"cell_type": "code", |
|
|
95 |
"execution_count": 4, |
|
|
96 |
"metadata": { |
|
|
97 |
"ExecuteTime": { |
|
|
98 |
"end_time": "2019-06-17T20:16:31.571582Z", |
|
|
99 |
"start_time": "2019-06-17T20:16:31.562782Z" |
|
|
100 |
}, |
|
|
101 |
"scrolled": false |
|
|
102 |
}, |
|
|
103 |
"outputs": [ |
|
|
104 |
{ |
|
|
105 |
"data": { |
|
|
106 |
"text/plain": [ |
|
|
107 |
"{'signal': {'chest': {'ACC': array([[ 0.95539999, -0.222 , -0.55799997],\n", |
|
|
108 |
" [ 0.92579997, -0.2216 , -0.55379999],\n", |
|
|
109 |
" [ 0.90820003, -0.21960002, -0.53920001],\n", |
|
|
110 |
" ...,\n", |
|
|
111 |
" [ 0.87179995, -0.12379998, -0.30419999],\n", |
|
|
112 |
" [ 0.87300003, -0.12339997, -0.30260003],\n", |
|
|
113 |
" [ 0.87020004, -0.12199998, -0.30220002]]),\n", |
|
|
114 |
" 'ECG': array([[ 0.02142334],\n", |
|
|
115 |
" [ 0.02032471],\n", |
|
|
116 |
" [ 0.01652527],\n", |
|
|
117 |
" ...,\n", |
|
|
118 |
" [-0.00544739],\n", |
|
|
119 |
" [ 0.00013733],\n", |
|
|
120 |
" [ 0.0040741 ]]),\n", |
|
|
121 |
" 'EMG': array([[-0.00444031],\n", |
|
|
122 |
" [ 0.00434875],\n", |
|
|
123 |
" [ 0.00517273],\n", |
|
|
124 |
" ...,\n", |
|
|
125 |
" [-0.01716614],\n", |
|
|
126 |
" [-0.02897644],\n", |
|
|
127 |
" [-0.02357483]]),\n", |
|
|
128 |
" 'EDA': array([[5.25054932],\n", |
|
|
129 |
" [5.26733398],\n", |
|
|
130 |
" [5.24330139],\n", |
|
|
131 |
" ...,\n", |
|
|
132 |
" [0.36048889],\n", |
|
|
133 |
" [0.36582947],\n", |
|
|
134 |
" [0.365448 ]]),\n", |
|
|
135 |
" 'Temp': array([[30.120758],\n", |
|
|
136 |
" [30.129517],\n", |
|
|
137 |
" [30.138214],\n", |
|
|
138 |
" ...,\n", |
|
|
139 |
" [31.459229],\n", |
|
|
140 |
" [31.484283],\n", |
|
|
141 |
" [31.456268]], dtype=float32),\n", |
|
|
142 |
" 'Resp': array([[-1.14898682],\n", |
|
|
143 |
" [-1.12457275],\n", |
|
|
144 |
" [-1.15203857],\n", |
|
|
145 |
" ...,\n", |
|
|
146 |
" [-1.10321045],\n", |
|
|
147 |
" [-1.08642578],\n", |
|
|
148 |
" [-1.09710693]])},\n", |
|
|
149 |
" 'wrist': {'ACC': array([[ 62., -21., 107.],\n", |
|
|
150 |
" [ 66., 13., 53.],\n", |
|
|
151 |
" [ 41., 9., 15.],\n", |
|
|
152 |
" ...,\n", |
|
|
153 |
" [ 41., 25., 11.],\n", |
|
|
154 |
" [ 39., 27., 22.],\n", |
|
|
155 |
" [ 56., 26., 10.]]), 'BVP': array([[-59.37],\n", |
|
|
156 |
" [-53.42],\n", |
|
|
157 |
" [-44.4 ],\n", |
|
|
158 |
" ...,\n", |
|
|
159 |
" [ 18.26],\n", |
|
|
160 |
" [ 18.68],\n", |
|
|
161 |
" [ 19.71]]), 'EDA': array([[1.138257],\n", |
|
|
162 |
" [1.125444],\n", |
|
|
163 |
" [1.011405],\n", |
|
|
164 |
" ...,\n", |
|
|
165 |
" [0.059208],\n", |
|
|
166 |
" [0.073303],\n", |
|
|
167 |
" [0.045113]]), 'TEMP': array([[35.41],\n", |
|
|
168 |
" [35.41],\n", |
|
|
169 |
" [35.41],\n", |
|
|
170 |
" ...,\n", |
|
|
171 |
" [34.23],\n", |
|
|
172 |
" [34.23],\n", |
|
|
173 |
" [34.23]])}},\n", |
|
|
174 |
" 'label': array([0, 0, 0, ..., 0, 0, 0], dtype=int32),\n", |
|
|
175 |
" 'subject': 'S2'}" |
|
|
176 |
] |
|
|
177 |
}, |
|
|
178 |
"execution_count": 4, |
|
|
179 |
"metadata": {}, |
|
|
180 |
"output_type": "execute_result" |
|
|
181 |
} |
|
|
182 |
], |
|
|
183 |
"source": [ |
|
|
184 |
"pkl_dict" |
|
|
185 |
] |
|
|
186 |
}, |
|
|
187 |
{ |
|
|
188 |
"cell_type": "code", |
|
|
189 |
"execution_count": 5, |
|
|
190 |
"metadata": { |
|
|
191 |
"ExecuteTime": { |
|
|
192 |
"end_time": "2019-06-17T20:16:42.515765Z", |
|
|
193 |
"start_time": "2019-06-17T20:16:34.194241Z" |
|
|
194 |
} |
|
|
195 |
}, |
|
|
196 |
"outputs": [ |
|
|
197 |
{ |
|
|
198 |
"name": "stderr", |
|
|
199 |
"output_type": "stream", |
|
|
200 |
"text": [ |
|
|
201 |
"/opt/anaconda/lib/python3.6/site-packages/numpy/lib/arraysetops.py:472: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", |
|
|
202 |
" mask |= (ar1 == a)\n" |
|
|
203 |
] |
|
|
204 |
} |
|
|
205 |
], |
|
|
206 |
"source": [ |
|
|
207 |
"eda_df = pd.read_csv('S2.csv', index_col=0)" |
|
|
208 |
] |
|
|
209 |
}, |
|
|
210 |
{ |
|
|
211 |
"cell_type": "markdown", |
|
|
212 |
"metadata": {}, |
|
|
213 |
"source": [ |
|
|
214 |
"## ECG" |
|
|
215 |
] |
|
|
216 |
}, |
|
|
217 |
{ |
|
|
218 |
"cell_type": "code", |
|
|
219 |
"execution_count": 6, |
|
|
220 |
"metadata": { |
|
|
221 |
"ExecuteTime": { |
|
|
222 |
"end_time": "2019-06-17T20:16:45.986877Z", |
|
|
223 |
"start_time": "2019-06-17T20:16:45.215927Z" |
|
|
224 |
} |
|
|
225 |
}, |
|
|
226 |
"outputs": [ |
|
|
227 |
{ |
|
|
228 |
"data": { |
|
|
229 |
"text/plain": [ |
|
|
230 |
"Text(0.5, 1.0, 'ECG Data')" |
|
|
231 |
] |
|
|
232 |
}, |
|
|
233 |
"execution_count": 6, |
|
|
234 |
"metadata": {}, |
|
|
235 |
"output_type": "execute_result" |
|
|
236 |
}, |
|
|
237 |
{ |
|
|
238 |
"data": { |
|
|
239 |
"image/png": "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\n", |
|
|
240 |
"text/plain": [ |
|
|
241 |
"<Figure size 432x288 with 1 Axes>" |
|
|
242 |
] |
|
|
243 |
}, |
|
|
244 |
"metadata": { |
|
|
245 |
"needs_background": "light" |
|
|
246 |
}, |
|
|
247 |
"output_type": "display_data" |
|
|
248 |
} |
|
|
249 |
], |
|
|
250 |
"source": [ |
|
|
251 |
"time_series = pkl_dict['signal']['chest']['ECG']\n", |
|
|
252 |
"plt.plot(time_series)\n", |
|
|
253 |
"plt.xlim(0, 8000)\n", |
|
|
254 |
"plt.ylim(-0.5, 1)\n", |
|
|
255 |
"plt.title(\"ECG Data\")" |
|
|
256 |
] |
|
|
257 |
}, |
|
|
258 |
{ |
|
|
259 |
"cell_type": "markdown", |
|
|
260 |
"metadata": {}, |
|
|
261 |
"source": [ |
|
|
262 |
"## EMG" |
|
|
263 |
] |
|
|
264 |
}, |
|
|
265 |
{ |
|
|
266 |
"cell_type": "code", |
|
|
267 |
"execution_count": 7, |
|
|
268 |
"metadata": { |
|
|
269 |
"ExecuteTime": { |
|
|
270 |
"end_time": "2019-06-17T20:16:49.022774Z", |
|
|
271 |
"start_time": "2019-06-17T20:16:48.332455Z" |
|
|
272 |
} |
|
|
273 |
}, |
|
|
274 |
"outputs": [ |
|
|
275 |
{ |
|
|
276 |
"data": { |
|
|
277 |
"text/plain": [ |
|
|
278 |
"Text(0.5, 1.0, 'EMG Data')" |
|
|
279 |
] |
|
|
280 |
}, |
|
|
281 |
"execution_count": 7, |
|
|
282 |
"metadata": {}, |
|
|
283 |
"output_type": "execute_result" |
|
|
284 |
}, |
|
|
285 |
{ |
|
|
286 |
"data": { |
|
|
287 |
"image/png": "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\n", |
|
|
288 |
"text/plain": [ |
|
|
289 |
"<Figure size 432x288 with 1 Axes>" |
|
|
290 |
] |
|
|
291 |
}, |
|
|
292 |
"metadata": { |
|
|
293 |
"needs_background": "light" |
|
|
294 |
}, |
|
|
295 |
"output_type": "display_data" |
|
|
296 |
} |
|
|
297 |
], |
|
|
298 |
"source": [ |
|
|
299 |
"time_series = pkl_dict['signal']['chest']['EMG']\n", |
|
|
300 |
"plt.plot(time_series)\n", |
|
|
301 |
"plt.xlim(0, 1000)\n", |
|
|
302 |
"plt.ylim(-0.1, 0.1)\n", |
|
|
303 |
"plt.title(\"EMG Data\")" |
|
|
304 |
] |
|
|
305 |
}, |
|
|
306 |
{ |
|
|
307 |
"cell_type": "markdown", |
|
|
308 |
"metadata": {}, |
|
|
309 |
"source": [ |
|
|
310 |
"## Accelerometer" |
|
|
311 |
] |
|
|
312 |
}, |
|
|
313 |
{ |
|
|
314 |
"cell_type": "code", |
|
|
315 |
"execution_count": 8, |
|
|
316 |
"metadata": { |
|
|
317 |
"ExecuteTime": { |
|
|
318 |
"end_time": "2019-06-17T20:16:52.960597Z", |
|
|
319 |
"start_time": "2019-06-17T20:16:51.414823Z" |
|
|
320 |
} |
|
|
321 |
}, |
|
|
322 |
"outputs": [ |
|
|
323 |
{ |
|
|
324 |
"data": { |
|
|
325 |
"text/plain": [ |
|
|
326 |
"Text(0.5, 1.0, 'Accelerometer Data')" |
|
|
327 |
] |
|
|
328 |
}, |
|
|
329 |
"execution_count": 8, |
|
|
330 |
"metadata": {}, |
|
|
331 |
"output_type": "execute_result" |
|
|
332 |
}, |
|
|
333 |
{ |
|
|
334 |
"data": { |
|
|
335 |
"image/png": "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\n", |
|
|
336 |
"text/plain": [ |
|
|
337 |
"<Figure size 432x288 with 1 Axes>" |
|
|
338 |
] |
|
|
339 |
}, |
|
|
340 |
"metadata": { |
|
|
341 |
"needs_background": "light" |
|
|
342 |
}, |
|
|
343 |
"output_type": "display_data" |
|
|
344 |
} |
|
|
345 |
], |
|
|
346 |
"source": [ |
|
|
347 |
"plt.plot(eda_df['chestACCx'])\n", |
|
|
348 |
"plt.plot(eda_df['chestACCy'])\n", |
|
|
349 |
"plt.plot(eda_df['chestACCz'])\n", |
|
|
350 |
"plt.xlim(0, 3000)\n", |
|
|
351 |
"plt.ylim(-1.5, 1.5)\n", |
|
|
352 |
"plt.title(\"Accelerometer Data\")" |
|
|
353 |
] |
|
|
354 |
}, |
|
|
355 |
{ |
|
|
356 |
"cell_type": "code", |
|
|
357 |
"execution_count": 9, |
|
|
358 |
"metadata": { |
|
|
359 |
"ExecuteTime": { |
|
|
360 |
"end_time": "2019-06-17T20:17:10.688508Z", |
|
|
361 |
"start_time": "2019-06-17T20:16:54.627951Z" |
|
|
362 |
} |
|
|
363 |
}, |
|
|
364 |
"outputs": [ |
|
|
365 |
{ |
|
|
366 |
"data": { |
|
|
367 |
"text/plain": [ |
|
|
368 |
"Text(0.5, 1.0, 'Accelerometer Data')" |
|
|
369 |
] |
|
|
370 |
}, |
|
|
371 |
"execution_count": 9, |
|
|
372 |
"metadata": {}, |
|
|
373 |
"output_type": "execute_result" |
|
|
374 |
}, |
|
|
375 |
{ |
|
|
376 |
"data": { |
|
|
377 |
"image/png": "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\n", |
|
|
378 |
"text/plain": [ |
|
|
379 |
"<Figure size 432x288 with 1 Axes>" |
|
|
380 |
] |
|
|
381 |
}, |
|
|
382 |
"metadata": { |
|
|
383 |
"needs_background": "light" |
|
|
384 |
}, |
|
|
385 |
"output_type": "display_data" |
|
|
386 |
} |
|
|
387 |
], |
|
|
388 |
"source": [ |
|
|
389 |
"plt.plot(eda_df['chestACCx'])\n", |
|
|
390 |
"plt.plot(eda_df['chestACCy'])\n", |
|
|
391 |
"plt.plot(eda_df['chestACCz'])\n", |
|
|
392 |
"plt.legend(['x', 'y', 'z'])\n", |
|
|
393 |
"plt.title(\"Accelerometer Data\")" |
|
|
394 |
] |
|
|
395 |
}, |
|
|
396 |
{ |
|
|
397 |
"cell_type": "code", |
|
|
398 |
"execution_count": 10, |
|
|
399 |
"metadata": { |
|
|
400 |
"ExecuteTime": { |
|
|
401 |
"end_time": "2019-06-17T20:20:52.949707Z", |
|
|
402 |
"start_time": "2019-06-17T20:17:14.214824Z" |
|
|
403 |
} |
|
|
404 |
}, |
|
|
405 |
"outputs": [ |
|
|
406 |
{ |
|
|
407 |
"data": { |
|
|
408 |
"image/png": "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\n", |
|
|
409 |
"text/plain": [ |
|
|
410 |
"<Figure size 432x288 with 2 Axes>" |
|
|
411 |
] |
|
|
412 |
}, |
|
|
413 |
"metadata": { |
|
|
414 |
"needs_background": "light" |
|
|
415 |
}, |
|
|
416 |
"output_type": "display_data" |
|
|
417 |
} |
|
|
418 |
], |
|
|
419 |
"source": [ |
|
|
420 |
"eda_df = eda_df[eda_df['label'] <= 4]\n", |
|
|
421 |
"colors = ['red', 'green', 'blue', 'purple', 'yellow']\n", |
|
|
422 |
"plt.scatter(eda_df.index, eda_df['chestACCx'], c=eda_df['label'], cmap=matplotlib.colors.ListedColormap(colors))\n", |
|
|
423 |
"cb = plt.colorbar()\n", |
|
|
424 |
"loc = np.arange(0, max(eda_df['label']), max(eda_df['label']) / float(len(colors)))\n", |
|
|
425 |
"cb.set_ticks(loc)\n", |
|
|
426 |
"cb.set_ticklabels(colors)" |
|
|
427 |
] |
|
|
428 |
}, |
|
|
429 |
{ |
|
|
430 |
"cell_type": "markdown", |
|
|
431 |
"metadata": {}, |
|
|
432 |
"source": [ |
|
|
433 |
"## EDA" |
|
|
434 |
] |
|
|
435 |
}, |
|
|
436 |
{ |
|
|
437 |
"cell_type": "code", |
|
|
438 |
"execution_count": 11, |
|
|
439 |
"metadata": { |
|
|
440 |
"ExecuteTime": { |
|
|
441 |
"end_time": "2019-06-17T20:20:54.184374Z", |
|
|
442 |
"start_time": "2019-06-17T20:20:52.952965Z" |
|
|
443 |
} |
|
|
444 |
}, |
|
|
445 |
"outputs": [ |
|
|
446 |
{ |
|
|
447 |
"data": { |
|
|
448 |
"text/plain": [ |
|
|
449 |
"Text(0.5, 1.0, 'EDA Data')" |
|
|
450 |
] |
|
|
451 |
}, |
|
|
452 |
"execution_count": 11, |
|
|
453 |
"metadata": {}, |
|
|
454 |
"output_type": "execute_result" |
|
|
455 |
}, |
|
|
456 |
{ |
|
|
457 |
"data": { |
|
|
458 |
"image/png": "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\n", |
|
|
459 |
"text/plain": [ |
|
|
460 |
"<Figure size 432x288 with 1 Axes>" |
|
|
461 |
] |
|
|
462 |
}, |
|
|
463 |
"metadata": { |
|
|
464 |
"needs_background": "light" |
|
|
465 |
}, |
|
|
466 |
"output_type": "display_data" |
|
|
467 |
} |
|
|
468 |
], |
|
|
469 |
"source": [ |
|
|
470 |
"plt.plot(eda_df['chestEDA'])\n", |
|
|
471 |
"plt.title(\"EDA Data\")" |
|
|
472 |
] |
|
|
473 |
}, |
|
|
474 |
{ |
|
|
475 |
"cell_type": "code", |
|
|
476 |
"execution_count": 12, |
|
|
477 |
"metadata": { |
|
|
478 |
"ExecuteTime": { |
|
|
479 |
"end_time": "2019-06-17T20:24:30.256169Z", |
|
|
480 |
"start_time": "2019-06-17T20:20:54.186252Z" |
|
|
481 |
} |
|
|
482 |
}, |
|
|
483 |
"outputs": [ |
|
|
484 |
{ |
|
|
485 |
"data": { |
|
|
486 |
"image/png": "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\n", |
|
|
487 |
"text/plain": [ |
|
|
488 |
"<Figure size 432x288 with 2 Axes>" |
|
|
489 |
] |
|
|
490 |
}, |
|
|
491 |
"metadata": { |
|
|
492 |
"needs_background": "light" |
|
|
493 |
}, |
|
|
494 |
"output_type": "display_data" |
|
|
495 |
} |
|
|
496 |
], |
|
|
497 |
"source": [ |
|
|
498 |
"colors = ['red', 'green', 'blue', 'purple', 'yellow']\n", |
|
|
499 |
"plt.scatter(eda_df.index, eda_df['chestEDA'], c=eda_df['label'], cmap=matplotlib.colors.ListedColormap(colors))\n", |
|
|
500 |
"cb = plt.colorbar()\n", |
|
|
501 |
"loc = np.arange(0, max(eda_df['label']), max(eda_df['label']) / float(len(colors)))\n", |
|
|
502 |
"cb.set_ticks(loc)\n", |
|
|
503 |
"cb.set_ticklabels(colors)" |
|
|
504 |
] |
|
|
505 |
} |
|
|
506 |
], |
|
|
507 |
"metadata": { |
|
|
508 |
"kernelspec": { |
|
|
509 |
"display_name": "Python 3", |
|
|
510 |
"language": "python", |
|
|
511 |
"name": "python3" |
|
|
512 |
}, |
|
|
513 |
"language_info": { |
|
|
514 |
"codemirror_mode": { |
|
|
515 |
"name": "ipython", |
|
|
516 |
"version": 3 |
|
|
517 |
}, |
|
|
518 |
"file_extension": ".py", |
|
|
519 |
"mimetype": "text/x-python", |
|
|
520 |
"name": "python", |
|
|
521 |
"nbconvert_exporter": "python", |
|
|
522 |
"pygments_lexer": "ipython3", |
|
|
523 |
"version": "3.7.3" |
|
|
524 |
} |
|
|
525 |
}, |
|
|
526 |
"nbformat": 4, |
|
|
527 |
"nbformat_minor": 2 |
|
|
528 |
} |